This pilot clinical trial studies irinotecan hydrochloride in treating patients with breast cancer and brain metastases that progressed after whole brain radiation therapy or stereotactic radiosurgery. Drugs used in chemotherapy, such as irinotecan hydrochloride, work in different ways to stop the growth of tumor cells, either by killing the cells or by stopping them from dividing.